{"id":"W2945751578","doi":"10.2196/13494","title":"Behavior Change Content, Understandability, and Actionability of Chronic Condition Self-Management Apps Available in France: Systematic Search and Evaluation","year":2019,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Nationale de la Recherche","keywords":"Computer science; Psychology; Medicine; Applied psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02354044,0.00114295,0.005840345,0.02796723,0.000915213,0.002595886,0.001408068,0.001354679,0.004195917],"category_scores_gemma":[0.07534112,0.0006235262,0.004900239,0.01524312,0.001071434,0.002665621,0.002166291,0.0007892731,0.0004090567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004919741,"about_ca_system_score_gemma":0.01240887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01585586,"about_ca_topic_score_gemma":0.03785282,"domain_scores_codex":[0.9811147,0.005701583,0.007970854,0.001176716,0.003568989,0.0004672933],"domain_scores_gemma":[0.9132924,0.06358405,0.0110529,0.001366202,0.01001414,0.0006903625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001014119,0.0001094399,0.01763718,0.844242,0.007059013,0.0002739011,0.004086029,0.0001412214,0.0005793274,0.0003757143,0.003548951,0.1209332],"study_design_scores_gemma":[0.001034412,0.001362158,0.1101908,0.7951298,0.04526587,0.0007899135,0.004587507,0.0003581926,0.0007892433,0.0004229399,0.03990452,0.0001646426],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1170388,0.8231282,0.002223863,0.001653404,0.0002084583,0.01298837,0.03803912,0.0002310277,0.004488838],"genre_scores_gemma":[0.4403012,0.4936067,0.01137867,0.002409762,0.0001893671,0.03282267,0.01796458,0.000140542,0.00118653],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02796723,"threshold_uncertainty_score":0.1244952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3817522186319491,"score_gpt":0.546949126691399,"score_spread":0.1651969080594499,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}